Pith Number

pith:AYSWCP4X

pith:2025:AYSWCP4XGQA6LPPUHLJSW7NAUF

not attested not anchored not stored refs pending

DynaSwarm: Dynamically Graph Structure Selection for LLM-based Multi-agent System

Hui Yi Leong, Yuqing Wu

arxiv:2507.23261 v2 · 2025-07-31 · cs.LG · cs.AI · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AYSWCP4XGQA6LPPUHLJSW7NAUF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

DynAMO:Dynamic Asset Management Orchestration via Topological Multi-Agent Scheduling

Receipt and verification

First computed	2026-07-05T11:52:22.596236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0625613f973401e5bdf43ad32b7da0a16ee8d459b05b997c15932084ac52e953

Aliases

arxiv: 2507.23261 · arxiv_version: 2507.23261v2 · doi: 10.48550/arxiv.2507.23261 · pith_short_12: AYSWCP4XGQA6 · pith_short_16: AYSWCP4XGQA6LPPU · pith_short_8: AYSWCP4X

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AYSWCP4XGQA6LPPUHLJSW7NAUF \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0625613f973401e5bdf43ad32b7da0a16ee8d459b05b997c15932084ac52e953

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4614863821a351750780afed93e3f4a7d856d9b73cb2bce772f47382f7b0ba0f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T05:52:30Z",
    "title_canon_sha256": "4ae6d3466f445674a9518a58a9b942eff3dd22f55cd745143a809ca55ae1f8d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23261",
    "kind": "arxiv",
    "version": 2
  }
}